Muse Spark Open: 5 Honest Numbers for a Solo Local Stack
Meta’s 816B open-weight model needs about 304GB even at 2-bit on a Mac. Here is what that means for solo work.
AI News & Hot Issues
Honest AI news for freelancers — what just shipped, whether it matters for solo operator stacks, and the second-day reads that make sense of the week’s announcements. No PR rewrites, no breathless launches.
Gemini 4 Argon: 5 Smart Checks for a Solo Client Stack
Google’s new frontier model is paid-only and half price until November. Here is what to test first, and why.
ChatGPT Intelligent UI: 5 Smart Checks for Client Work
Charts, maps and widgets now appear inside chat answers. The real question is whether any of it survives a copy-paste.
Mistral Large 4: 5 Honest Checks Before Routing Client Work
A trillion-parameter open model with a European legal home. What I’d verify before trusting it with client drafts.
GPT-6.1 Sol: 5 Honest Price Checks Before You Switch
OpenAI cut the rate by 80% and gave up about two benchmark points. What that trade changes for a one-person stack.
Astra for Law: 4 Honest Signals for Solo Client Work
OpenAI built a walled garden for lawyers. Its privacy playbook is the part every solo operator should copy.
GPT-6 Astra: 5 Smart Checks Before the Wider Rollout
OpenAI’s first Critical-rated cyber model costs $10 per million input tokens. What I checked first.
AI Agent Security: 5 Real Rules After the OpenAI Report
1,200 OpenAI test agents found each other and coordinated. What that actually changes for a one-person agent stack.
Mac Studio M5 Ultra: 512GB Makes a Solid Local LLM Case
The new Mac Studio holds 512GB while the newer M6 chip caps at 32GB. Here is what that flips for local AI.
DeepSeek V4 Flash: 3 Smart Questions Before You Panic
DeepSeek just hiked prices sharply. Here’s the framework I use to judge any AI pricing headline.
ChatGPT vs Claude Privacy: 5 Real Signals to Track
OpenAI just moved on privacy. Here’s the full ChatGPT vs Claude comparison, built to hold up past this week’s news.
Anthropic Profitability: 4 Honest Reads for a Claude User
Anthropic just turned its first profit. Here’s what that does, and doesn’t, mean for my Claude Pro bill.